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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 1EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Multi-Path FadingChannel

    Base

    Station

    Mobile

    Station

    Lecturer: Assoc. Prof. Dr. Noor M. KhanDepartment of Electronic Engineering,

    Muhammad Ali Jinnah University,

    Islamabad Campus, Islamabad, PAKISTAN

    Ph: +92 (51) 111-878787, Ext. 129

    Fax: +92 (51) 2822743

    email: [email protected], [email protected]

    Acme Center for Research in Wireless Communications (ARWiC) Lab

    www.arwic.com

    mailto:[email protected]:[email protected]:[email protected]:[email protected]
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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 2EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Mobile Channel Parameters

    Time delay spread |

    Coherence Bandwidth | -> ISI

    Doppler Spread | Coherence Time | -> Unstable channel

    Flat fading

    Frequency selective fading Fast fading

    Slow fading

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 3EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Multi-path Propagation

    Multi-path smears or spreads out the signal

    delay spread

    Causes inter-symbol interferencelimits the maximum symbol rate

    Transmitted

    SymbolReceived

    Symbol

    Base

    Statio

    n

    Mobile

    Station

    t

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 4EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Delay Spread

    TransmittedSymbol ReceivedSymbol

    BaseStation

    MobileStation

    tTime

    Space

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 5EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Intersymbol Interference

    TransmittedSymbol ofInterestReceivedSymbol ofInterest

    t

    ReceivedSymbolsTransmittedSymbols

    t

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 6EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Average Delay Spread

    Average delay spread

    k

    k

    k

    kk

    k

    k

    k

    kk

    P

    P

    a

    a

    )(

    )(

    2

    2

    Multi-pathProfile(Discrete)

    t

    )(kP

    00

    1 2

    k

    )(1P

    )(0P

    )(2P

    )(kP

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 7EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    RMS Delay Spread

    (Discrete) RMS delay spread

    22

    k

    k

    k

    kk

    k

    k

    k

    kk

    P

    P

    a

    a

    )(

    )(

    2

    2

    22

    2

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 8EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Average Delay Spread

    (Continuous Delay Profile)

    Average delay spread

    Representative delay functions

    0

    0

    )(

    )(

    dttP

    dttPt

    elsewherezeroandttP

    etP

    d

    t

    202

    )(uniform

    1)(exp

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 9EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Measurements

    Type ofEnvironment

    Delay Spreadd(s)

    Open area

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 10EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Coherence Bandwidth

    Coherence bandwidth Bc is a range of frequencies

    over which the channel can be considered flat

    passes all spectral components with approximately equalgain and liner phase

    Bandwidth where the correlation function RT() for

    signal envelopes is high

    Therefore two sinusoidal signals with frequenciesthat are farther apart than the coherence bandwidth

    will fade independently.

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 11EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Coherence Bandwidth

    If RT() > 0.9

    If RT() > 0.5

    An exact relationship between coherence

    bandwidth & delay spread does not exist

    50

    1CB

    5

    1

    C

    B

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 12EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Doppler Shift

    fcbroadening from fc to (fc + fm )

    BS1v

    cvff cm

    v

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 13EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Relativistic Doppler Frequency

    The observed frequency is

    where the relative velocity v is positive if the source isapproaching and negative if receding.

    fc- carrier freq., c-speed of light, fd-Doppler shift

    c

    v1

    c

    v1

    ff c

    c

    vffff ccd

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 14EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Doppler Spread & Coherence

    Time Describes the time varying nature of the channel

    in a local area

    Doppler Spread BD, is a measure of the spectralbroadening caused by the time rate of change

    fcbroadening from (fc - fm) to (fc + fm )

    If the base-band signal bandwidth is much greater

    than BD, the effects of Doppler spread are

    negligible at the receiver

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 15EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Coherence Time

    Coherence Time is the time domain dual ofDoppler spread

    Doppler spread and coherence time areinversely proportional

    TC = 1/fm

    Statistical measure of the time duration overwhich the channel impulse response isinvariant

    M h d Ali Ji h U i it I l b d C P ki t

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 16EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Coherence Time

    If the coherence time is defined as the time over

    which the correlation function is above 0.5, then

    Rule of thumb for modern digital communication

    defines TC as the geometric mean of the above two

    expressions for TC

    m

    Cf

    T16

    9

    216

    9

    m

    Cf

    T

    M h d Ali Ji h U i it I l b d C P ki t

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 17EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Inter-symbol Interference

    For no Inter-symbol Interference the

    transmission rate R for a digital transmission is

    limited by delay spread and is represented by:R < 1/2 ;

    If R >1/2 Inter-symbol Interference (ISI)

    occurs

    Need for ISI removal measures (Equalizers)

    M h d Ali Ji h U i it I l b d C P ki t

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    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 18EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Types of Small-Scale Fading

    M h d Ali Ji h U i it I l b d C P ki t

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 19EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Small-Scale Fading

    Delay Spread

    Small-Scale Fading(Based on time delay spread)

    Flat Fading1. BW of signal < Coherence BW of

    channel

    2. Delay Spread < Symbol period

    Frequency Selective Fading1. BW of signal > Coherence BW of

    channel

    2. Delay Spread > Symbol period

    M h d Ali Ji h U i it I l b d C P ki t

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 20EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Small-Scale Fading

    Time Variations

    Small-Scale Fading(Based on Doppler spread)

    Fast Fading1. High Doppler spread

    2. Coherence time < Symbol

    period

    3. Channel variations faster then

    base-band signal variations

    Slow Fading1. Low Doppler spread

    2. Coherence time > Symbol

    period

    3. Channel variations slower then

    base-band signal variations

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 22EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Flat Fading 2

    BS >

    Muhammad Ali Jinnah University Islamabad Campus Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 23EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Frequency Selective Fading 1

    If the mobile radio channel as a constant gain and

    linear phase over a coherence bandwidth, smaller

    than the bandwidth of the transmitted signal - thereceived signal will undergofrequency selective

    fading

    Again, the signal bandwidth is wider then the

    channel coherence bandwidth, causing one ormore areas of attenuation of the signal within the

    signal bandwidth

    Muhammad Ali Jinnah University Islamabad Campus Pakistan

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    Frequency Selective Fading 2

    BS > BC & TS <

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 25EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Fast Fading

    The channel impulse response changesrapidly within the symbol duration -

    coherence time < symbol period TS > Tc and BS < BD Channel specifies as a fast or slow fading

    channel does not specify whether thechannel is flat fading or frequency selectivefading

    Muhammad Ali Jinnah University Islamabad Campus Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 26EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Slow Fading

    The channel impulse response changes at a ratemuch slower than the transmitted base-bandsignal.

    Doppler spread is much less than the bandwidth ofthe base-band signal

    TS > BD

    Velocity of the MS and the base-band signalingdetermines whether a signal undergoes fast orslow fading

    Muhammad Ali Jinnah University Islamabad Campus Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 27EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Summary

    Fast and slow fading deal with the

    relationship between the time rate of change

    in the channel and the transmitted signal,NOT with propagation path loss models

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 28

    EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Typical Cellular Mobile Environment

    Elevated BS

    Antenna

    MS

    Remote DominantReflectors/Scatterers

    (Influential)

    Medium-Distance DominantReflectors/Scatterers (Influential)

    Scatterers local to MS (Influential)Scatterers local to BS (Non-influential)

    Muhammad Ali Jinnah University Islamabad Campus Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 29

    EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Fading

    Fading: The interference between two or

    more versions of the transmitted signal

    which arrive at the receiver at slightly

    different times

    Multipaths: Above mentioned versions of

    the transmitted signal

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 30

    EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Fading (Continued)

    Delay Spread Coherence Bandwidth

    Frequency separation at which two

    frequency components of Tx signal undergoindependent attenuations

    Doppler SpreadCoherence Time

    Time separation at which two time

    components of Tx signal undergo

    independent attenuations

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 31

    EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Fading (Continued)

    Time

    Bc

    Tc

    Bandwidth

    Flat in Time and

    Selective in Frequency

    Flat in Time and

    Frequency

    Flat in Frequency and

    Selective in Time

    Selective in both

    Time and Frequency

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    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Fading (Continued)

    Fast and Slow Fading

    If the channel response changes within a symbol

    interval, then the channel is regarded FAST FADING

    Otherwise

    the channel is regarded as SLOW FADING

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 33

    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Fast Fading

    When?The channel impulse response changes rapidly within

    the symbol period of the transmitted signal.

    What?The Doppler Spread causes frequency dispersion

    which leads to signal distortion.

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 35

    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Doppler Spread (Continued)

    f: carrier frequency

    c: speed of light

    v: mobile speed

    : Angle of motion with

    incoming multipath

    Scattering Point

    Incoming

    multipath

    BS

    MS

    Line of

    Sight

    y

    x

    v

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 36

    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Doppler Spread (Continued)

    cosd

    f vf

    c

    f: carrier frequency

    c: speed of light

    v: mobile speed

    : Angle of motion with

    incoming multipath

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 37

    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Doppler Spread (Continued)

    For the land mobile fading spectrum,

    The Auto-Correlation Function Doppler Fading Spectrum

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    y, p ,

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 38

    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Doppler Spread (Continued)h is the channel impulse response

    h has a complex normal distribution with zero mean|h| is Raleigh distributedPhase is uniformly distributed between 0 and 2

    is Chi-square distributed

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    y, p ,

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 39

    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Fading in Brief

    Large Doppler Spread

    Time-Selective Fading

    Large Delay Spread

    Frequency-Selective Fading

    Large Angle Spread

    Space-Selective Fading

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    y, p ,

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 40

    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

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    y, p ,

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 41

    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Rayleigh Fading 1

    The received envelope (amplitude) of a flat

    fading signal is described as a Rayleigh

    distributionSquare root sum r, of two quadrature Gaussian

    noise signals xI and yQ has a Rayleighdistribution (Papoulis65)

    22

    QI yxr )0(;

    2exp)(

    2

    2

    2

    r

    rrrp

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    y p

    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel 42

    EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Rayleigh Fading 2

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    Week 11-12; Fall - 2012

    Rayleigh Fading PDF

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    Rayleigh Fading 3

    - rms value of the received voltage signal beforeenvelope detection

    2 - time average power before envelope detection

    The probability that the received signal envelope

    does not exceed R is given by:

    )0(2

    exp)(2

    2

    2

    r

    rrrp

    2

    2

    02

    exp1)()Pr()(

    RdrrpRrRP

    R

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    Rayleigh Fading 4

    The median value ofris found by solving

    Mean and median differ by only 0.55dB

    77.1

    )(21

    0

    median

    r

    r

    drrpmedian

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

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    Ricean Fading 1

    When there is a dominant stationary signal

    component

    At the output of an envelope detector -adding a DC component ot the random

    multi-path

    )0,0(;)(20

    2

    )(2

    22

    rAforAr

    Ier

    rp

    Ar

    e

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    Ricean Fading 2

    A - peak amplitude of the dominant signal

    I0 () - modified Bessel function of the first

    kind and zero order

    Described in terms of a Ricean factor, K

    )(2

    log10)( 2

    2

    dBAdBK

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    Ricean PDF

    Received signal envelope voltage r (V)

    dBK

    dBK 6

    )(rp

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Clarks Model for Flat Fading 1

    Statistical Characteristics of the EM fields of the

    received signal at the MS are obtained from

    scattering

    Assumes

    Fixed transmitter & vertically polarized antenna

    Fields incident on the mobile antenna comprises of N

    waves in azimuth plane with arbitrary carrier phasesand azimuth angels of arrival

    equal average signal amplitude

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    50EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Clarks Model for Flat Fading 2

    The model shows that the random received

    signal envelope rhas a Rayleigh

    distribution and is given by:

    r

    rrrp 0;

    2

    exp)(2

    2

    2

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    51EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Effect of Doppler Spread

    It can be shown that if the angle of the received

    signals, i is uniformly distributed that the

    Doppler frequency has a random cosine

    distribution.

    Then the Doppler power spectral density S(f) can

    be computed by equating the incident received

    power in an angle dwith Doppler powerS(f)df dfis found by differentiating the Doppler termfmcos

    wrt .

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    52EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Function of One Random

    Variable

    dxxfdyyf )()( XY

    x - random

    variable b

    a

    dxxf 1)(X

    y - randomvariable

    )(

    )(

    1)(

    bg

    ag

    dyyfY

    y =g(x); function of x

    )(

    )(

    1)(

    bg

    ag

    dyyfY

    y

    x

    a b

    )(ag

    )(bg

    )(xgy

    )(xfX

    )(yfY

    x

    )(xg

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    53EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Function of One Random

    Variable

    dxxfdyyf )()( XY

    x - random variable b

    a

    dxxf 1)(X

    y - random variable

    y =g(x); function of x y

    x

    a b

    )(ag

    )(bg

    )(xgy

    )(xfX

    )(yfY

    x

    )(xg

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    54EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Function of One Random

    Variabley - random

    variable )(

    )(

    1)(

    bg

    ag

    dyyfY

    y =g(x); function of x

    y =g(x); substitution

    in )(

    )(

    1)(

    bg

    ag

    dyyfY

    ;))(()( xgfyf YY ;)(' dxxgdy

    1)()('))(( b

    a

    b

    a

    dxxfdxxgxgf XY

    x

    a

    xg

    a

    dxxfdxxgxgf )()('))((

    )(

    XY

    b

    a

    bg

    agxy

    )(

    )(

    )(

    )(

    bg

    agy

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    55EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Function of One Random

    Variable x

    a

    xg

    a

    dxxfdxxgxgf )()('))((

    )(

    XY

    )()('))(( xfxgxgf XY

    )()(')( xfxgyf XY

    )('

    )(

    )( xg

    xf

    yfX

    Y

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    56EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Doppler Shift

    fc broadening from fc to (fc + fm )

    v

    c

    vff

    cm

    cosmD ff

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    57EE6763Cellular Mobile CommunicationsWeek 11-12; Fall - 2012

    Effect of Doppler Spread

    cosmff - uniformly distributed (0,2)

    '

    cos

    )()(

    mf

    SfS f

    sin2

    1)(

    mffS f

    2

    cos1sin

    mf

    fcos

    2

    2

    12

    1)(

    m

    mf

    ff

    fS

    f

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    58EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Doppler Spectrum

    the incident received power at the MS depends on the

    power gain of the antenna and the polarization used

    2)/(1)(

    mff

    AfS

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    59EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Two-ray Rayleigh Fading

    Model Clarkes model for flat fading

    It is necessary to model multi-path delay

    spread as well

    Commonly used model is the two-ray

    model

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    60EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Two-ray Rayleigh Fading

    Model

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    61EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Two-ray Rayleigh Fading

    Model The impulse response of the model

    .1

    and .2

    are independent and Rayleigh distributed

    1 and 1 are independent and uniformly distributed

    over [0,2]

    - time delay between the two rays

    By varying it is possible to create a wide range offrequency selective fading effects

    )()exp()()exp( 2111 tjtjhb

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    62EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Beyond Current Engineering

    Practice

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    63EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Antenna Arrays are

    Electromagnetic Eyes

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    64EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Smart Antenna System with

    Multi-path

    BS

    nSxy

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    65EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Multi-user System Model

    nSxy

    y - received signal (N X 1) dimensional vector

    S - signature matrix (N X K) dimensional matrix

    x - transmitted symbols (K X 1) dimensional vector

    n - Gaussian noise (N X 1) dimensional vector

    N - Number of antenna elementsK - Number ofUsers

    Inn2H}{E

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    66EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Multi-user System Information

    Capacity

    2

    n

    H

    x2

    VIlogC

    SS

    powersymbolSignal IxxVx PE H

    power(variance)Noise2

    nn

    nSxy

    2

    n

    2

    1logCP

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    67EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    Multiuser Spatial Filter

    nSxy

    nxnSSSSxSSS

    ySSSx

    ~0)()(

    )(

    11

    1

    MAI

    HHHH

    HH

    HHSSS 1)(

    Moore-Penrose

    Pseudo Inverse

    Optimum

    Spatial

    Filter

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Dr. Noor M KhanEE, MAJUMulti-Path FadingChannel

    68EE6763Cellular Mobile Communications

    Week 11-12; Fall - 2012

    +

    Array of N Elements

    array axis

    z

    P1

    1= | 1 | e j 10

    1

    N-1

    2

    12

    N-1

    Pk0

    P1

    +Pk k

    Muhammad Ali Jinnah University, Islamabad Campus, Pakistan

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    Capacity of 2G/3G vs

    Achievable CapacitysHzbits //3.0

    0.1

    11log0.1C 2

    300 / 0.3 = 1000Capacity improvement factor

    sHzbits //3000.001

    11log30C 2

    2G/3G

    3G+